{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# ECG-Derived Respiration (EDR)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
                "\n",
                "ECG-derived respiration (EDR) is the extraction of respiratory information from ECG and is a noninvasive method to monitor respiration activity under instances when respiratory signals are not recorded. In clinical settings, this presents convenience as it allows the monitoring of cardiac and respiratory signals simultaneously from a recorded ECG signal. This example shows how to use NeuroKit to perform EDR analysis."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Load NeuroKit and other useful packages\n",
                "import neurokit2 as nk\n",
                "import numpy as np\n",
                "import pandas as pd"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {
                "tags": [
                    "remove-input"
                ]
            },
            "outputs": [],
            "source": [
                "# Note: this cell is hidden using the \"remove-input\" tag\n",
                "# Make bigger images\n",
                "import matplotlib.pyplot as plt\n",
                "plt.rcParams['figure.figsize'] = [15, 5]  \n",
                "plt.rcParams['font.size']= 14"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Download ECG Data"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "In this example, we will download a dataset containing an ECG signal sampled at 1000 Hz."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Get data\n",
                "ecg = nk.data('ecg_1000hz.csv')\n",
                "\n",
                "# Visualize signal\n",
                "nk.signal_plot(ecg) "
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Extraction of ECG Features"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Now you can extract the R peaks of the signal using `ecg_peaks()` and compute the heart period using `ecg_rate()`. "
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "*Note: As the dataset has a frequency of 1000Hz, make sure the `sampling_rate` is also set to 1000Hz. It is critical that you specify the correct sampling rate of your signal throughout all the processing functions.*"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Extract peaks\n",
                "rpeaks, info = nk.ecg_peaks(ecg, sampling_rate=1000)\n",
                "\n",
                "# Compute rate\n",
                "ecg_rate = nk.ecg_rate(rpeaks, sampling_rate=1000, desired_length=len(ecg))"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Analyse EDR"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Now that we have an array of the heart period, we can then input this into `ecg_rsp()` to extract the EDR."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "edr = nk.ecg_rsp(ecg_rate, sampling_rate=1000)\n",
                "\n",
                "# Visual comparison\n",
                "nk.signal_plot(edr)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "The default method used is the one by **Van Gent et al. (2019)**, but the function `ecg_rsp()` incorporates different methods to compute EDR. For a visual comparison of the different methods, we can create a dataframe of EDR columns each of which are produced by different methods, and then plot it, like so:"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {},
            "outputs": [],
            "source": [
                "edr_df = pd.DataFrame({\n",
                "    \"Van Gent et al.\": nk.ecg_rsp(ecg_rate, sampling_rate=1000),\n",
                "    \"Charlton et al.\" : nk.ecg_rsp(ecg_rate, sampling_rate=1000, method=\"charlton2016\"),\n",
                "    \"Soni et al.\": nk.ecg_rsp(ecg_rate, sampling_rate=1000, method=\"soni2019\"),\n",
                "    \"Sarkar et al.\": nk.ecg_rsp(ecg_rate, sampling_rate=1000, method=\"sarkar2015\")\n",
                "    })"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 4 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "nk.signal_plot(edr_df, subplots=True)"
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.8.5"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 2
}
